{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A tutorial for the lidar Python package\n",
    "\n",
    "This notebook demonstrates the usage of the **lidar** Python package for terrain and hydrological analysis. It is  useful for analyzing high-resolution topographic data, such as digital elevation models (DEMs) derived from Light Detection and Ranging (LiDAR) data.\n",
    "\n",
    "* GitHub repo: https://github.com/giswqs/lidar\n",
    "* Documentation: https://lidar.readthedocs.io.\n",
    "* PyPI: https://pypi.org/project/lidar/\n",
    "* Binder: https://gishub.org/lidar-cloud\n",
    "* Free software: [MIT license](https://opensource.org/licenses/MIT)\n",
    "\n",
    "This tutorial can be accessed in three ways:\n",
    "\n",
    "* HTML version: https://gishub.org/lidar-html\n",
    "* Viewable Notebook: https://gishub.org/lidar-notebook\n",
    "* Interactive Notebook: https://gishub.org/lidar-cloud\n",
    "\n",
    "**Launch this tutorial as an interactive Jupyter Notebook on the cloud - [MyBinder.org](https://gishub.org/lidar-cloud).**\n",
    "\n",
    "![lidar-gif](https://i.imgur.com/aIttPVG.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of Content\n",
    "\n",
    "* [Installation](#Installation)\n",
    "* [Getting data](#Getting-data)\n",
    "* [Using lidar](#Using-lidar)\n",
    "* [Displaying results](#Displaying-results)\n",
    "* [lidar GUI](#lidar-GUI)\n",
    "* [Citing lidar](#Citing-lidar)\n",
    "* [Credits](#Credits)\n",
    "* [Contact](#Contact)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation\n",
    "\n",
    "\n",
    "The **lidar** Python package supports a variety of platforms, including Microsoft Windows, macOS, and Linux operating systems. Note that you will need to have **Python 3.x** installed. Python 2.x is not supported. The **lidar** Python package can be installed using the following command:\n",
    "\n",
    "`pip install lidar`\n",
    "\n",
    "If you have installed **lidar** Python package before and want to upgrade to the latest version, you can use the following command:\n",
    "\n",
    "`pip install lidar -U`\n",
    "\n",
    "If you encounter any installation issues, please check [Dependencies](https://github.com/giswqs/lidar#dependencies) on the **lidar** GitHub page and [Report Bugs](https://github.com/giswqs/lidar/issues)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section demonstrates two ways to get data into Binder so that you can test the **lidar** Python package on the cloud using your own data. \n",
    "\n",
    "* [Getting data from direct URLs](#Getting-data-from-direct-URLs) \n",
    "* [Getting data from Google Drive](#Getting-data-from-Google-Drive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting data from direct URLs\n",
    "\n",
    "If you have data hosted on your own HTTP server or GitHub, you should be able to get direct URLs. With a direct URL, users can automatically download the data when the URL is clicked. For example http://wetlands.io/file/data/lidar-dem.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the following Python libraries and start getting data from direct URLs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pygis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a folder named *data* and set it as the working directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working directory: /home/jovyan/examples/data\n"
     ]
    }
   ],
   "source": [
    "root_dir = os.getcwd()\n",
    "work_dir = os.path.join(root_dir, 'data')\n",
    "if not os.path.exists(work_dir):\n",
    "    os.mkdir(work_dir)\n",
    "print(\"Working directory: {}\".format(os.path.realpath(work_dir)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Replace the following URL with your own direct URL hosting the data you would like to use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://github.com/giswqs/lidar/raw/master/examples/lidar-dem.zip\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download data the from the above URL and unzip the file if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading lidar-dem.zip ...\n",
      "Downloading done.\n",
      "Unzipping lidar-dem.zip ...\n",
      "Unzipping done.\n",
      "Data directory: /home/jovyan/examples/data/lidar-dem\n"
     ]
    }
   ],
   "source": [
    "pygis.download_from_url(url, out_dir=work_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You have successfully downloaded data to Binder. Therefore, you can skip to [Using lidar](#Using-lidar) and start testing **lidar** with your own data. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting data from Google Drive\n",
    "\n",
    "Alternatively, you can upload data to [Google Drive](https://www.google.com/drive/) and then [share files publicly from Google Drive](https://support.google.com/drive/answer/2494822?co=GENIE.Platform%3DDesktop&hl=en). Once the file is shared publicly, you should be able to get a shareable URL. For example, https://drive.google.com/file/d/1c6v-ep5-klb2J32Nuu1rSyqAc8kEtmdh."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Replace the following URL with your own shareable URL from Google Drive.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "gfile_url = 'https://drive.google.com/file/d/1c6v-ep5-klb2J32Nuu1rSyqAc8kEtmdh'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Download the shared file from Google Drive.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Google Drive file id: 1c6v-ep5-klb2J32Nuu1rSyqAc8kEtmdh\n",
      "Downloading 1c6v-ep5-klb2J32Nuu1rSyqAc8kEtmdh into /home/jovyan/examples/data/lidar-dem.zip... Done.\n",
      "Unzipping...Done.\n"
     ]
    }
   ],
   "source": [
    "pygis.download_from_gdrive(gfile_url, file_name='lidar-dem.zip', out_dir=work_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You have successfully downloaded data from Google Drive to Binder. You can now continue to [Using lidar](#Using-lidar) and start testing **lidar** with your own data. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using lidar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here you can specify where your data are located. In this example, we will use [dem.tif](https://github.com/giswqs/lidar/blob/master/examples/lidar-dem/dem.tif), which has been downloaded to the *lidar-dem* folder."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Import the lidar package.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lidar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**List data under the data folder.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['dsm.tif', 'sink.tif', 'dem.tif']\n"
     ]
    }
   ],
   "source": [
    "data_dir = './data/lidar-dem/'\n",
    "print(os.listdir(data_dir))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Create a temporary folder to save results.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "out_dir = os.path.join(os.getcwd(), \"temp\")\n",
    "\n",
    "if not os.path.exists(out_dir):\n",
    "    os.mkdir(out_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this simple example, we smooth [dem.tif](https://github.com/giswqs/lidar/blob/master/examples/lidar-dem/dem.tif) using a median filter. Then we extract sinks (i.e., depressions) from the DEM. Finally, we delineate nested depression hierarchy using the [level-set algorithm](https://doi.org/10.1111/1752-1688.12689). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Set parameters for the level-set algorithm.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_size = 1000         # minimum number of pixels as a depression\n",
    "min_depth = 0.3         # minimum depth as a depression\n",
    "interval = 0.3          # slicing interval for the level-set method\n",
    "bool_shp = False        # output shapefiles for each individual level"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Smooth the original DEM using a median filter.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Median filtering ...\n",
      "Run time: 0.0258 seconds\n",
      "Saving dem ...\n"
     ]
    }
   ],
   "source": [
    "# extracting sinks based on user-defined minimum depression size\n",
    "in_dem = os.path.join(data_dir, 'dem.tif')\n",
    "out_dem = os.path.join(out_dir, \"median.tif\")\n",
    "in_dem = lidar.MedianFilter(in_dem, kernel_size=3, out_file=out_dem)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Extract DEM sinks using a depression-filling algorithm.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data ...\n",
      "min = 379.70, max = 410.72, no_data = -3.402823e+38, cell_size = 1.0\n",
      "Depression filling ...\n",
      "Saving filled dem ...\n",
      "Region grouping ...\n",
      "Computing properties ...\n",
      "Saving sink dem ...\n",
      "Saving refined dem ...\n",
      "Converting raster to vector ...\n",
      "Total run time:\t\t\t 0.0723 s\n",
      "\n"
     ]
    }
   ],
   "source": [
    "sink = lidar.ExtractSinks(in_dem, min_size, out_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Identify depression nested hierarchy using the level-set algorithm.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading data ...\n",
      "rows, cols: (400, 400)\n",
      "Pixel resolution: 1.0\n",
      "Read data time: 0.0036 seconds\n",
      "Data preparation time: 0.0737 seconds\n",
      "Total number of regions: 1\n",
      "Processing Region # 1 ...\n",
      "=========== Run time statistics =========== \n",
      "(rows, cols):\t\t\t (400, 400)\n",
      "Pixel resolution:\t\t 1.0 m\n",
      "Number of regions:\t\t 1\n",
      "Data preparation time:\t\t 0.0737 s\n",
      "Identify level time:\t\t 0.5304 s\n",
      "Write image time:\t\t 0.0057 s\n",
      "Polygonize time:\t\t 0.0130 s\n",
      "Total run time:\t\t\t 0.6238 s\n"
     ]
    }
   ],
   "source": [
    "dep_id, dep_level = lidar.DelineateDepressions(sink, min_size, min_depth, interval, out_dir, bool_shp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Print the list of output files.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results are saved in: /home/jovyan/examples/temp\n",
      "['depression_id.tif', 'depressions.shp', 'regions.shx', 'region.tif', 'sink.tif', 'depressions.dbf', 'depression_level.tif', 'regions.shp', 'depressions_info.csv', 'regions.prj', 'depressions.prj', 'dem.tif', 'depth.tif', 'depressions.shx', 'regions.dbf', 'regions_info.csv', 'dem_filled.tif', 'median.tif', 'dem_diff.tif']\n"
     ]
    }
   ],
   "source": [
    "print('Results are saved in: {}'.format(out_dir))\n",
    "print(os.listdir(out_dir))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Displaying results\n",
    "\n",
    "This section demonstrates how to display images on Jupyter Notebook. Three Python packages are used here, including [matplotlib](https://matplotlib.org/), [imageio](https://imageio.readthedocs.io/en/stable/installation.html), and [tifffile](https://pypi.org/project/tifffile/). These three packages can be installed using the following command:\n",
    "\n",
    "`pip install matplotlib imageio tifffile`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Import the libraries.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# comment out the third line (%matplotlib inline) if you run the tutorial in other IDEs other than Jupyter Notebook\n",
    "import matplotlib.pyplot as plt\n",
    "import imageio\n",
    "%matplotlib inline  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Display one single image.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "raster = imageio.imread(os.path.join(data_dir, 'dem.tif'))\n",
    "plt.imshow(raster)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Read images as numpy arrays.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "smoothed = imageio.imread(os.path.join(out_dir, 'median.tif'))\n",
    "sink = imageio.imread(os.path.join(out_dir, 'sink.tif'))\n",
    "dep_id = imageio.imread(os.path.join(out_dir, 'depression_id.tif'))\n",
    "dep_level = imageio.imread(os.path.join(out_dir, 'depression_level.tif'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Display multiple images in one plot.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(16,16))\n",
    "\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.set_title('Smoothed DEM')\n",
    "plt.imshow(smoothed)\n",
    "\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax2.set_title('DEM Sinks')\n",
    "plt.imshow(sink)\n",
    "\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "ax3.set_title('Depression Unique ID')\n",
    "plt.imshow(dep_id)\n",
    "\n",
    "ax4 = fig.add_subplot(2, 2, 4)\n",
    "ax4.set_title('Depression Level')\n",
    "plt.imshow(dep_level)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## lidar GUI\n",
    "\n",
    "**lidar** also provides a Graphical User Interface (GUI), which can be invoked using the following Python script. *__Note that the GUI might not work in Jupyter notebooks deployed on the cloud (e.g., MyBinder.org), but it should work on Jupyter notebooks on local computers.__*\n",
    "\n",
    "```python\n",
    "import lidar\n",
    "lidar.gui()\n",
    "\n",
    "```\n",
    "\n",
    "![lidar-gui](https://i.imgur.com/eSjcSs9.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Citing lidar\n",
    "\n",
    "If you use the **lidar** Python package for your research and publications, please consider citing the following papers on the contour tree and level-set algorithms, which are key components of this **lidar** Python package.\n",
    "\n",
    "* Wu, Q., Lane, C.R., Wang, L., Vanderhoof, M.K., Christensen, J.R., & Liu, H. (2018). Efficient delineation of nested depression hierarchy in digital elevation models for hydrological analyses using level-set method. Journal of the American Water Resources Association. 1-15. https://doi.org/10.1111/1752-1688.12689\n",
    "\n",
    "* Wu, Q., Liu, H., Wang, S., Yu, B., Beck, R., & Hinkel, K. (2015). A localized contour tree method for deriving geometric and topologic properties of complex surface depressions based on high resolution topographical data. International Journal of Geographical Information Science. 29:12, 2041-2060. http://dx.doi.org/10.1080/13658816.2015.1038719"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Credits\n",
    "\n",
    "This interactive notebook is made possible by [MyBinder.org](https://mybinder.org/). Big thanks to [MyBinder.org](https://mybinder.org/) for developing the amazing binder platform, which is extremely valuable for reproducible research!\n",
    "\n",
    "This tutorial made use a number of open-source Python packages, including [ Cookiecutter](https://github.com/audreyr/cookiecutter), [richdem](https://github.com/r-barnes/richdem), [numpy](http://www.numpy.org/), [scikit-image](https://scikit-image.org/) [matplotlib](https://matplotlib.org/), [imageio](https://imageio.readthedocs.io/en/stable/installation.html), [tifffile](https://pypi.org/project/tifffile/), [pygdal](https://pypi.org/project/pygdal/), [PySimpleGUI](https://pypi.org/project/PySimpleGUI/), and [google-drive-downloader](https://github.com/ndrplz/google-drive-downloader). Thanks to all developers of these wonderful Python packages!\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contact\n",
    "\n",
    "If you have any questions regarding this tutorial or the **lidar** Python package, you can contact me (Dr. Qiusheng Wu) at wqs@binghamton.edu or https://wetlands.io/#contact"
   ]
  }
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